Graph Representations

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32 papers in the last four weeks, up 220% on the four weeks before. 0.3% of all new papers.

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  1. Graph Representation via Elements of Discrete Morse and Cobordism Theories

    Oct 1, 2026Jennifer Rozenblit, Chenguang Yang, Yuxin Liu +2TopologyGraph Representation Learning

    Department of Mathematics; University of Texas, Austin · Department of Statistics; University of California, Riverside · Department of Statistics; Virginia Tech

  2. Amortized Bayesian Inference on Multilevel Models of Arbitrary Structure

    Sep 30, 2026Daniel Habermann, Andreas Bulling, Stefan T. Radev +1Bayesian InferenceGeneralized Linear Model

    Department of Statistics TU Dortmund University, Germany · Institute for Visualisation and Interactive Systems University of Stuttgart, Germany · Department of Cognitive Science Rensselaer Polytechnic Institute, USA

  3. GraphMAS: A Systematic Benchmark of Multi-Agent Coordination for Graph Learning

    Sep 30, 2026Jiayi Yang, Yifang Chen, Yuanfu Sun +2Multi-Agent CoordinationGraph Representation Learning

    New York University Shanghai · New York University · Northwestern University

  4. TAGGRAPH: Tag-Augmented Graphs for Graph Retrieval of Agent Persistent Histories

    Sep 29, 2026Yu-Shu Chen, Yu-Jung Liang, Pengtao XieGraph-Structured MemoriesConversational Memory

    Department of Electrical and Computer Engineering University of California, San Diego La Jolla, CA 92093, USA

  5. Attention Graphons: A Graph Limit Perspective on Graph Transformers

    Sep 28, 2026Caio F. Deberaldini Netto, Moshe Eliasof, Luana RuizInterleaved Graph AttentionTransformer Attention

    Johns Hopkins University Baltimore, MD · University of Cambridge Cambridge, UK

  6. GeoGAE: Scalable Graph-Level Autoencoding via Hyperball Cloud Representations

    Sep 28, 2026Radosław Nowak, Anna Bielawska, Bogusz Stefańczyk +2Graph Representation LearningGraph Representations

    Institute of Theoretical and Applied Informatics Polish Academy of Sciences · IDEAS Research Institute · Faculty of Mathematics, Informatics and Mechanics Warsaw University of Technology

  7. GraphHCA: Closed-Form Hindsight Credit Assignment for Long-Horizon LLM Agents

    Sep 28, 2026Haodong Zhu, Yangyang Ren, Changbai Li +4Group-Based Reinforcement LearningCredit Assignment

    Beihang University · Zhongguancun Academy · Communication University of China +1

  8. Interrelating Fruchterman-Reingold Graph Visualization and Agglomerative Clustering

    Sep 28, 2026Alexandre Benatti, Luciano da F. CostaClusteringGraph Representations

    Institute of Mathematics and Statistics - DCC University of S˜ao Paulo Rua do Mat˜ao, 1010, S˜ao Paulo, SP 05508-090 Brazil · S˜ao Carlos Institute of Physics - DFCM University of S˜ao Paulo Av. Trabalhador S˜ao-Carlense, 400, S˜ao Carlos, SP 13566-590 Brazil

  9. Dynamic Flow, Static Graph: KV Cache Reuse for Efficient LLM Serving on Mobile NPUs

    Sep 28, 2026Zhengxiang Huang, Shengheng Chen, Chaoyue Niu +6Kv-Cache ManagementNeural Processing Units

    Shanghai Jiao Tong University Shanghai, China · Alibaba Group Hangzhou, China · Alibaba Group Hangzhou, Zhejiang, China

  10. Hierarchical Clustering and Signal Denoising on Digraphs

    Sep 28, 2026Yi Wang, Sippanon Kitimoon, Hrushikesh N. Mhaskar +1Graph Signal ProcessingClustering

    Department of Mathematics, City University of Hong Kong, Hong Kong, SAR China · Data Science Research Center, Faculty of Science, Chiang Mai University, Chiang Mai 50200, Thailand · Institute of Mathematical Sciences, Claremont Graduate University, Claremont, CA 91711, USA

  11. WST-Graph: Topology-Preserving Wavelet Scattering Front-End for Speech Deepfake Detection

    Sep 24, 2026Kwok-Ho Ng, Tingting Song, Bingwen Feng +1Audio Deepfake DetectionWav2Vec

    College of Cyber Security, Jinan University, Guangzhou, China

  12. Does Graph Structure Earn Its Place in Microservice Root-Cause Analysis? A Controlled Study on RCAEval, and What the Benchmark Was Really Measuring

    Sep 22, 2026Imad BuljićRoot Cause AnalysisMicroservices

    Polytechnic Faculty, University of Zenica

  13. Topological Signatures of Cyber-Attack Classes in Natural Visibility Graph Representations of Network Traffic

    Sep 22, 2026Ali Melih Kanca, Ilker TurkerNetwork TrafficThreat Detection

    Department of Computer Engineering, Faculty of Computing and Informatics Sciences, Karabuk University, Karabuk, Türkiye

  14. HYDRA: Proactive Android Malware Drift Adaptation via Hierarchical Graph Contrastive Learning

    Sep 22, 2026Han Chen, Hanchen Wang, Hongmei Chen +3MalwareAdversarial Training

    University of Technology Sydney Sydney, New South Wales, Australia · Yunnan University Kunming, Yunnan, China · University of New South Wales Sydney, New South Wales, Australia

  15. Deep Reinforcement Learning on Item-Compatibility Graphs for One-Dimensional Bin Packing

    Sep 21, 2026M. Aslı AydınKnapsack ConstraintGraph Representations

    Department of Management Engineering, Bahçeşehir University, Istanbul, Türkiye

  16. GraphToolbox: A Configurable Python Framework for Graph Neural Network Forecasting

    Sep 21, 2026Eloi Campagne, Yvenn Amara-Ouali, Yannig Goude +1Graph Neural NetworksGraph Representations

    CB · Centre Borelli, ENS Paris-Saclay, Gif-sur-Yvette, France · EDF Lab, Palaiseau, France +4

  17. A Topological Representation with Object-Path Graphs for Open-Vocabulary Instance Navigation

    Sep 21, 2026Linwei Zheng, Daojie Peng, Bingtao Wang +2Vision-Language NavigationNavigation

    The Hong Kong University of Science and Technology (Guangzhou) · The Hong Kong University of Science and Technology

  18. ITSY: Causal Discovery From Irregular Time-Series Data

    Sep 20, 2026Wenbo Xu, Yue He, Yunhai Wang +2Causal Discovery MethodsTime Series

    Renmin University of China, China · Zhejiang University, China

  19. RAFT: A Stateful Retrieval-Augmented Framework for Troubleshooting Agents

    Sep 17, 2026Mingxuan Zhang, Xiaowen Wang, Anupma Sharan +4Hievi-RagClinical Notes

    Microsoft, Redmond, WA, USA

  20. Graph-Based Design of Soft Grippers with Multi-Objective Quality-Diversity Optimisation

    Sep 17, 2026Andre Farinha, Ge Shi, Harry Bowman +3GripperSoft Robotics

    CSIRO Robotics, Australia

  21. WFM: Wiki Foundation Model for Complex Agentic Reasoning

    Sep 16, 2026Junnan Dong, Linhao Luo, Senlei Zhang +9Long-Term Agent MemoryGraph Representations

    Tencent Youtu Lab · Monash University · Hong Kong Baptist University +1

  22. GraphEcho: Structural Redundancy and Evidence Provenance in LLM Graph Agents

    Sep 15, 2026Sikun Wang, Yixi Zhou, Lei Fan +1Large Language Model AgentsGraph Representations

    Tokyo University of Science · Hong Kong Baptist University · University of Michigan +1

  23. Temporally Consistent Graph Extraction and Matching for Longitudinal Angiographic Images

    Sep 15, 2026Linus Kreitner, Laurin Lux, Carmen Baumann +2Graph RepresentationsEarly Layers

    Chair for AI in Healthcare and Medicine, Technical University of Munich (TUM) and TUM University Hospital, Munich, Germany · Munich Center for Machine Learning (MCML), Munich, Germany · Ophthalmology, Technical University of Munich, Munich, Germany +1

  24. Complete Suffix Prediction for Recommendation via Latent Retrieval over Process Graphs

    Sep 14, 2026Sarra Madad, Myriam Maumy, Fr{é}d{é}ric Bertrand +1Graph-Based RetrievalGraph Representations

    UTT, LIST3N - OPTI, QAD · LIST3N Lab, AI Lab · University of Technology of Troyes (UTT), QAD +11

  25. P-POSEMEM: Projective Semantic Memory for Consistent Language Grounding under Pose-Graph Rewrites

    Sep 14, 2026Ha Sier, Ali Salmasi, Mengya Xu +5Graph-Structured MemoriesSimultaneous Localization And Mapping

    Turku Intelligent Embedded and Robotic Systems (TIERS) Lab, University of Turku, Turku, Finland · School of Information Science and Technology, Fudan University, Shanghai, China

  26. GTA: Graph Theory Agent and Benchmark for Algorithmic Graph Reasoning with LLMs

    Sep 14, 2026Zixiang Xu, Yanbo Wang, Chenxi Wang +6Graph RepresentationsLarge Language Model Benchmarks

    University of Southern California · University of California, Los Angeles · Mohamed bin Zayed University of Artificial Intelligence +2

  27. Enabling Knowledge Graph Understanding at Scale with the EXplore Your Graphs ENgine (EXYGEN)

    Sep 12, 2026Harshdeep Singh, Yurui Zhu, Giovanni Colavizza +1Knowledge GraphsSparql

    Odoma Ltd.

  28. Structurally Speaking: Motif-Oriented Graph Captioning through Bidirectional Graph-Text Translation

    Sep 10, 2026Hsiao-Ying Lu, Dongyu Liu, Kwan-Liu MaGraph RepresentationsEdge

    Department of Computer Science, University of California, Davis

  29. The Answer Path and the Grounding Instruction in LLM Question Answering over Knowledge Graphs

    Sep 9, 2026Arquimedes CanedoKnowledge GraphsSparql

    Siemens Digital Industries Software Princeton, NJ, USA

  30. Safe Task Planning with Long-Term Graph Memory for Embodied Agents

    Sep 8, 2026Siyuan Li, Taiyan Lang, Aoqi Yan +6Embodied AgentsGeneralizable Vision-Language-Action Policies

    Faculty of Computing Harbin Institute of Technology · Engineering Systems and Design Singapore University of Technology and Design · Intelligent Science and Technology Academy of CASIC

  31. αα-Graph: Attention-Infused Normalizing Flow Approach to Tractable Graph Modeling

    Sep 7, 2026Thanh-Dat Truong, Sarah Alharbi, Susan Gauch +3Graph Representation LearningGraph Neural Networks

    CVIU Lab, Dep. of EECS University of Arkansas · Dep. of Electrical and Computer Engineering Carnegie Mellon University · Dep. of EECS2026 University of Arkansas +1

  32. A Cost-Aware Agentic Architecture for NL-to-SQL over Nested Enterprise Schemas, with a New Benchmark

    Sep 7, 2026Yoga Sri Varshan Varadharajan, Ajay Yadav, Ritesh Goru +5Text-To-SqlSchema

    University of Texas at Austin · DevRev, USA · DevRev, Bengaluru, India

  33. TRACE: Spatiotemporal Contact Memory Graph Network Simulator for Granular Dynamics

    Sep 2, 2026Changjian Zhou, Negin Yousefpour, Jie Qi +3Physics SimulationRigid-Body Dynamics

    Faculty of Engineering and IT, The University of Melbourne · School of Computing, National University of Singapore · Norwegian Geotechnical Institute

  34. Relational-Core Graph Analytics Querying graphs at SQL scale, and why the node/edge model is a performance tax, not a truer picture of connected data

    Sep 1, 2026Gene ZhangRelational DatabasesGraph Representations

    System: ClickGraph / DeltaGraph

  35. SMG: Semantic Motion Graph for Monocular Dynamic Gaussian Splatting

    Aug 31, 2026Haozheng Yu, Xinyu Yang, Rundong Luo +2Gaussian SplattingMotion

    Cornell University

  36. Hi-Q: Hierarchical Evidence-guided Query Refinement for Multi-Hop Question Answering

    Aug 31, 2026Jueun Kim, Sungho Park, Wook-Shin HanMulti-Hop ReasoningMultimodal Query

    Department of Computer Science and Engineering, POSTECH · Graduate School of Artificial Intelligence, POSTECH

  37. Graph4BiLO: Graph Neural Network Approximation for Bilevel Mixed-Integer Linear Optimization

    Aug 31, 2026Jessica D. Elrefaei, Kaixun Hua, Seungbae Kim +2Bilevel OptimizationMixed-Integer Programming

  38. VERA: Authority-Preserving Edge Revocation for Federated AI-Agent Workflows

    Aug 30, 2026Lifei Liu, Haoran Yu, Xiaochong JiangAgentic DeploymentsStrategic Agents

    Independent Researcher

  39. Novel Knowledge-Guided Generative Methods for Synthetic Transcriptomic Data

    Aug 13, 2026Francesca Pia Panaccione, Sofia Mongardi, Marco Masseroli +1TranscriptomicsSynthetic Data

    DEIB - Dipartimento Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy

  40. Dual Spatial-Temporal Attribution: Architecture-Aligned Post-Hoc Explainability for Recurrent Graph Anomaly Detection

    Aug 12, 2026Iyad Assaad Nekka, Hamida Seba, Khaled Walid Hidouci +1Generalist Graph Anomaly DetectionGraph Representations

    LCSI Laboratory, National Higher School of Computer Science (ESI), Algiers, Algeria · Université Claude Bernard Lyon 1, Lyon, France

  41. Dual-Primal Graph VAEs for Noisy Label Aggregation

    Aug 11, 2026Patrick Stinson, Nikolaus KriegeskorteNoisy LabelsConditional Variational Autoencoder

    Zuckerman Institute Columbia University

  42. VeinCast: Physics-Guided Dynamic Field Graphs with Graph-Conditioned Fusion for Global Medium-Range Weather Forecasting

    Aug 10, 2026Zhisheng Chen, Jinhan Li, Yuxuan Li +6Weather PredictionGraph Representations

    1Nanyang Technological University · 2Tsinghua University · 3Peking University +1

  43. Graph Machine: Exploring Edge Mechanisms as an Inductive Bias

    Aug 7, 2026Lintai HouMultiplex Graph TransformersGraph Representations

    Iter Labs

  44. Hierarchical Graph Memory for LLM Agents with Path-level Localization and Rewrite

    Aug 5, 2026Xiawei Yue, Boran Wang, Xiaoqing Zhang +2Graph-Structured MemoriesGraph Representations

    Nankai University, Tianjin, China · Zhongguancun Academy, Beijing, China · Beihang University, Beijing, China

  45. MarsCast: Transfer Learning of AI Weather Foundation Models to Planetary Atmospheres

    Aug 5, 2026M. L. Carroll, J. Li, S. D. Guzewich +3ClimateExoplanet Atmospheres

    1) NASA Goddard Space Flight Center · 2) ADNet Systems, Inc.

  46. Q-CueGraph: Query-Conditioned Visual Evidence Graphs for Multimodal Reasoning

    Aug 5, 2026Pengcheng Pan, Xinfang ZhangVisual EvidenceMultimodal Reasoning

    The University of Tokyo · Tohoku University

  47. EA-Graph: Artifact-Anchored Verification Memory for Coding Agents under Upstream Drift

    Aug 4, 2026Hwai-Jung Hsu, Cheng-Jan Chi, Hanna EverettVersionSelf-Verification

    Sustainable and Peer Education Center, National Yang Ming Chiao Tung University · Office of AI Affairs, National Yang Ming Chiao Tung University

  48. Accelerating Dynamic Graph Clustering on GPU Architectures with cuGraph

    Aug 4, 2026Nelson Aloysio Reis de Almeida Passos, Emanuele Carlini, Salvatore TraniCommunity DetectionTemporal Graph Neural Networks

    University of Pisa, Dept. of Computer Science, 56127 Pisa PI, Italy · National Research Council, 56124 Pisa PI, Italy

  49. Pretraining on Call Graphs: When Binary Analysis Tasks Profit From Context

    Aug 3, 2026Samuel Valenzuela, Johannes KinderReverse EngineeringText Embeddings

    Ludwig-Maximilians-Universität München · Munich Center for Machine Learning · Center for Digital Technology and Management +1

  50. EntailLLM: Verifying LLM-Generated Vulnerability Discovery Paths with Domain Knowledge via Logic Programming

    Aug 3, 2026Kaustuv Mukherji, Jaikrishna Manojkumar Patil, Colton Payne +4Model VulnerabilitiesGraph Representations

    Syracuse University · HRL Laboratories

  51. GraphIR: Architecture-Level Search States for LLM-Guided Neural Architecture Evolution

    Aug 3, 2026Zhen Liu, Wanqi Zhou, Shuanghao Bai +3Neural Architecture SearchGraph Representations

    National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, and Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University · MiLM Plus, Xiaomi Inc. · Zhongguancun Academy +1

  52. Multi-Granularity Position Embedding of Graphs via Granular-Ball for Link Prediction

    Jul 31, 2026Sen Zhao, Cheng Liu, Shuyin Xia +4Zero-Shot Link PredictionGraph Representation Learning

    Chongqing Key Laboratory of Computational Intelligence, Key Laboratory of Big Data Intelligent Computing, Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China · Chongqing Key Laboratory of Computational Intelligence, Key Laboratory of Big Data Intelligent Computing, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China · Chongqing Ant ConsumerFinance Co,. Ltd, Ant Group, Chongqing, 400065, China

  53. Same Graph Cross-Task Transfer in GNNs: Protocols and Predictors

    Jul 30, 2026Neelam Akula, Surbhi Kumar, Murat Kantarcioglu +1Graph Neural NetworksGraph Representations

    Department of Mathematical Sciences, University of Texas at Dallas, Richardson, TX, USA · Department of Computer Science, Virginia Polytechnic Institute and State University, Blacksburg, VA, USA

  54. MMFGU: Multimodal Federated Graph Unlearning

    Jul 30, 2026Haodong Lu, Zekai Chen, Weiwei Ji +5Federated Graph LearningGraph Representations

    Beijing Institute of Technology Beijing, China

  55. TopoFormer: Topology Meets Attention for Graph Learning

    Jul 30, 2026Md Joshem Uddin, Astrit Tola, Cuneyt Gurcan Akcora +1Graph Representation LearningTopology

    Department of Mathematical Science The University of Texas at Dallas Richardson, TX 75080, USA · Department of Mathematics Florida State University Tallahassee, FL 32306, USA · AI Initiative University of Central Florida Orlando, FL 32816, USA

  56. Shapes from Examples: Foundations of Shape Learning in Recursive SHACL

    Jul 30, 2026Bente Gortworst, Cem Okulmus, Magdalena Ortiz +1Shapes Constraint LanguageKnowledge Graphs

    TU Wien, Vienna, Austria · Paderborn University, Paderborn, Germany

  57. Harness-G: A Graph-Structured Harness for Search Agents

    Jul 30, 2026Yanning Hou, Haoyuan Chen, Sihang Zhou +7Search AgentsCredit Assignment

    National University of Defense Technology · Changsha, China

  58. Domain-Prior-Regularized Graph Modeling for Anomaly Detection in Cyber-Physical Systems

    Jul 25, 2026Youngseok Hwang, Joonsung Kwon, Geonwoo Lee +1Generalist Graph Anomaly DetectionCyber-Physical System

    Graduate School of Data Science, Seoul National University, Seoul, South Korea.

  59. HierarchicalDAEW: Domain-Aware Edge-Weighted Graph Convolution with Evidential Uncertainty for Multi-Section Spatial Gene Expression Prediction from H&E Histology

    Jul 23, 2026Kritanu Chattopadhyay, Soumya Chatterjee, Ondrej Krejcar +1Spatial TranscriptomicsDigital Pathology

    Department of Mechanical Engineering, National Institute of Technology Durgapur,, Durgapur, 713209, West Bengal, India · Department of Electrical Engineering, National Institute of Technology Durgapur,, Durgapur, 713209, West Bengal, India · Research Center, Skoda Auto University, Na Karmeli 1457, Mlada Boleslav, 293 01,, Czech Republic +1

  60. Lightweight Person-Place Relation Extraction from Historical Newspapers with Dependency Graphs and Proximity Features

    Jul 22, 2026Mlen-Too WesleyRelation ExtractionGraph-Based Retrieval

    Georgia Institute of Technology, Atlanta, GA, USA